AIMC Topic:
Computer Simulation

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China's Economic Forecast Based on Machine Learning and Quantitative Easing.

Computational intelligence and neuroscience Mar 26, 2022
In this paper, six variables, including export value, real exchange rate, Chinese GDP, and US IPI, and their seasonal variables, are used as determinants to model and forecast China's export value to the US using three methods: BP neural network, ARI...
Neural Networks, Computer Machine Learning Forecasting Computer Simulation China
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Phase function estimation from a diffuse optical image via deep learning.

Physics in medicine and biology Mar 25, 2022
The phase function is a key element of a light propagation model for Monte Carlo (MC) simulation, which is usually fitted with an analytic function with associated parameters. In recent years, machine learning methods were reported to estimate the pa...
Neural Networks, Computer Computer Simulation Deep Learning Monte Carlo Method Anisotropy
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FoSSA Optimization-Based SVM Classifier for the Recognition of Partial Discharge Patterns in HV Cables.

Computational intelligence and neuroscience Mar 25, 2022
In order to enhance the classification accuracy and the generalization performance of the SVM classifier in cable partial discharge (PD) pattern recognition, a firefly optimized sparrow search algorithm (FoSSA) is proposed to optimize its kernel func...
Algorithms Computer Simulation Support Vector Machine Pattern Recognition, Automated
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Application of a Hybrid Model of Big Data and BP Network on Fault Diagnosis Strategy for Microgrid.

Computational intelligence and neuroscience Mar 25, 2022
Aiming at the characteristics of timely transmission, rapid update, and large magnitude of microgrid data, based on the large data samples generated by microgrid operation, a fault diagnosis and analysis method of microgrid systems supported by big d...
Neural Networks, Computer Algorithms Computer Simulation Big Data Wavelet Analysis
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Condition Monitoring of Ball Bearings Based on Machine Learning with Synthetically Generated Data.

Sensors (Basel, Switzerland) Mar 24, 2022
Rolling element bearing faults significantly contribute to overall machine failures, which demand different strategies for condition monitoring and failure detection. Recent advancements in machine learning even further expedite the quest to improve ...
Neural Networks, Computer Machine Learning Algorithms Computer Simulation Vibration
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Agreement in Spiking Neural Networks.

Journal of computational biology : a journal of computational molecular cell biology Mar 23, 2022
We study the problem of binary agreement in a spiking neural network (SNN). We show that binary agreement on inputs can be achieved with of auxiliary neurons. Our simulation results suggest that agreement can be achieved in our network in time. We...
Neural Networks, Computer Computer Simulation Neurons
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Self-consistent determination of long-range electrostatics in neural network potentials.

Nature communications Mar 23, 2022
Machine learning has the potential to revolutionize the field of molecular simulation through the development of efficient and accurate models of interatomic interactions. Neural networks can model interactions with the accuracy of quantum mechanics-...
Neural Networks, Computer Machine Learning Computer Simulation Static Electricity Physics
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Rotating neurons for all-analog implementation of cyclic reservoir computing.

Nature communications Mar 23, 2022
Hardware implementation in resource-efficient reservoir computing is of great interest for neuromorphic engineering. Recently, various devices have been explored to implement hardware-based reservoirs. However, most studies were mainly focused on the...
Neural Networks, Computer Algorithms Computers Computer Simulation Neurons
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3D-Printed Soft Sensors for Adaptive Sensing with Online and Offline Tunable Stiffness.

Soft robotics Mar 21, 2022
The stiffness of a soft robot with structural cavities can be regulated by controlling the pressure of a fluid to render predictable changes in mechanical properties. When the soft robot interacts with the environment, the mediating fluid can also be...
Computer Simulation Printing, Three-Dimensional Robotics Touch
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Object-Based Reliable Visual Navigation for Mobile Robot.

Sensors (Basel, Switzerland) Mar 20, 2022
Visual navigation is of vital importance for autonomous mobile robots. Most existing practical perception-aware based visual navigation methods generally require prior-constructed precise metric maps, and learning-based methods rely on large training...
Algorithms Computer Simulation Reproducibility of Results Robotics Semantics
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